[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/a/sae/ausman/v41y2016i1p107-140.html
   My bibliography  Save this article

Alpha generation in portfolio management: Long-run Australian equity fund evidence

Author

Listed:
  • Scott Bennett

    (Russell Investments, Sydney, NSW, Australia)

  • David R Gallagher

    (Centre for International Finance and Regulation, Sydney, NSW, Australia; Macquarie Graduate School of Management, North Ryde, NSW, Australia; Capital Markets CRC Limited, Sydney, NSW, Australia; Australian School of Business, The University of New South Wales, Sydney, NSW, Australia)

  • Graham Harman

    (Russell Investments, Sydney, NSW, Australia)

  • Geoffrey J Warren

    (Centre for International Finance and Regulation, Sydney, NSW, Australia; Research School of Finance, Actuarial Studies and Applied Statistics, The Australian National University, Canberra, ACT, Australia)

  • Lihui Xi

    (Russell Investments, Sydney, NSW, Australia; Macquarie Graduate School of Management, North Ryde, NSW, Australia; Capital Markets CRC Limited, Sydney, NSW, Australia)

Abstract
This study provides the first long-run analysis of the skill of active Australian equity fund managers based on trades inferred from a market-wide database of monthly portfolio holdings over the period 1994–2009. In addition to confirming previous findings that skill exists amongst active Australian managers using a more comprehensive sample, we also deepen the understanding of this skill in two ways. First, we sharpen the identification of skill by categorizing trades. We find that alpha is concentrated in trades that are more likely to involve informed trading rather than portfolio rebalancing. Second, we investigate skill across manager types. Alpha for growth-oriented managers is found to stem from selection skill, while that for value managers appears more related to characteristic exposure. We also find stronger evidence of skill amongst boutique firms relative to more institutionalized managers.

Suggested Citation

  • Scott Bennett & David R Gallagher & Graham Harman & Geoffrey J Warren & Lihui Xi, 2016. "Alpha generation in portfolio management: Long-run Australian equity fund evidence," Australian Journal of Management, Australian School of Business, vol. 41(1), pages 107-140, February.
  • Handle: RePEc:sae:ausman:v:41:y:2016:i:1:p:107-140
    DOI: 10.1177/0312896214539815
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0312896214539815
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0312896214539815?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Grinblatt, Mark & Titman, Sheridan, 1993. "Performance Measurement without Benchmarks: An Examination of Mutual Fund Returns," The Journal of Business, University of Chicago Press, vol. 66(1), pages 47-68, January.
    2. Hasbrouck, Joel, 1991. "Measuring the Information Content of Stock Trades," Journal of Finance, American Finance Association, vol. 46(1), pages 179-207, March.
    3. Holthausen, Robert W. & Leftwich, Richard W. & Mayers, David, 1987. "The effect of large block transactions on security prices: A cross-sectional analysis," Journal of Financial Economics, Elsevier, vol. 19(2), pages 237-267, December.
    4. Hausman, Jerry A. & Lo, Andrew W. & MacKinlay, A. Craig, 1992. "An ordered probit analysis of transaction stock prices," Journal of Financial Economics, Elsevier, vol. 31(3), pages 319-379, June.
    5. Chen, Hsiu-Lang & Jegadeesh, Narasimhan & Wermers, Russ, 2000. "The Value of Active Mutual Fund Management: An Examination of the Stockholdings and Trades of Fund Managers," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 35(3), pages 343-368, September.
    6. Marcin Kacperczyk & Clemens Sialm & Lu Zheng, 2008. "Unobserved Actions of Mutual Funds," The Review of Financial Studies, Society for Financial Studies, vol. 21(6), pages 2379-2416, November.
    7. repec:bla:jfinan:v:55:y:2000:i:4:p:1655-1703 is not listed on IDEAS
    8. Louis K. C. Chan & Hsiu-Lang Chen & Josef Lakonishok, 2002. "On Mutual Fund Investment Styles," The Review of Financial Studies, Society for Financial Studies, vol. 15(5), pages 1407-1437.
    9. Xuemin (Sterling) Yan & Zhe Zhang, 2009. "Institutional Investors and Equity Returns: Are Short-term Institutions Better Informed?," The Review of Financial Studies, Society for Financial Studies, vol. 22(2), pages 893-924, February.
    10. Pastor, Lubos & Stambaugh, Robert F., 2002. "Investing in equity mutual funds," Journal of Financial Economics, Elsevier, vol. 63(3), pages 351-380, March.
    11. Laurent Barras & Olivier Scaillet & Russ Wermers, 2010. "False Discoveries in Mutual Fund Performance: Measuring Luck in Estimated Alphas," Journal of Finance, American Finance Association, vol. 65(1), pages 179-216, February.
    12. S. P. Kothari & Jerold B. Warner, 2001. "Evaluating Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 56(5), pages 1985-2010, October.
    13. Saar, Gideon, 2001. "Price Impact Asymmetry of Block Trades: An Institutional Trading Explanation," The Review of Financial Studies, Society for Financial Studies, vol. 14(4), pages 1153-1181.
    14. Russ Wermers, 2000. "Mutual Fund Performance: An Empirical Decomposition into Stock‐Picking Talent, Style, Transactions Costs, and Expenses," Journal of Finance, American Finance Association, vol. 55(4), pages 1655-1695, August.
    15. K. J. Martijn Cremers & Antti Petajisto, 2009. "How Active Is Your Fund Manager? A New Measure That Predicts Performance," The Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3329-3365, September.
    16. Pastor, Lubos & Stambaugh, Robert F., 2002. "Mutual fund performance and seemingly unrelated assets," Journal of Financial Economics, Elsevier, vol. 63(3), pages 315-349, March.
    17. Madhavan, Ananth & Smidt, Seymour, 1991. "A Bayesian model of intraday specialist pricing," Journal of Financial Economics, Elsevier, vol. 30(1), pages 99-134, November.
    18. Baker, Malcolm & Litov, Lubomir & Wachter, Jessica A. & Wurgler, Jeffrey, 2010. "Can Mutual Fund Managers Pick Stocks? Evidence from Their Trades Prior to Earnings Announcements," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(5), pages 1111-1131, October.
    19. Daniel, Kent, et al, 1997. "Measuring Mutual Fund Performance with Characteristic-Based Benchmarks," Journal of Finance, American Finance Association, vol. 52(3), pages 1035-1058, July.
    20. David R. Gallagher & Adrian Looi, 2006. "Trading behaviour and the performance of daily institutional trades," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 46(1), pages 125-147, March.
    21. Jonathan B. Berk & Richard C. Green, 2004. "Mutual Fund Flows and Performance in Rational Markets," Journal of Political Economy, University of Chicago Press, vol. 112(6), pages 1269-1295, December.
    22. Keim, Donald B & Madhaven, Ananth, 1996. "The Upstairs Market for Large-Block Transactions: Analysis and Measurement of Price Effects," The Review of Financial Studies, Society for Financial Studies, vol. 9(1), pages 1-36.
    23. Russ Wermers, 1999. "Mutual Fund Herding and the Impact on Stock Prices," Journal of Finance, American Finance Association, vol. 54(2), pages 581-622, April.
    24. Pinnuck, Matt, 2003. "An Examination of the Performance of the Trades and Stock Holdings of Fund Managers: Further Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 38(4), pages 811-828, December.
    25. James A. Bennett, 2003. "Greener Pastures and the Impact of Dynamic Institutional Preferences," The Review of Financial Studies, Society for Financial Studies, vol. 16(4), pages 1203-1238.
    26. Gordon J. Alexander & Gjergji Cici & Scott Gibson, 2007. "Does Motivation Matter When Assessing Trade Performance? An Analysis of Mutual Funds," The Review of Financial Studies, Society for Financial Studies, vol. 20(1), pages 125-150, January.
    27. Martijn Cremers & Antti Petajisto, 2006. "How Active is Your Fund Manager? A New Measure That Predicts Performance," Yale School of Management Working Papers amz2370, Yale School of Management, revised 01 May 2009.
    28. Marcin Kacperczyk & Clemens Sialm & Lu Zheng, 2005. "On the Industry Concentration of Actively Managed Equity Mutual Funds," Journal of Finance, American Finance Association, vol. 60(4), pages 1983-2011, August.
    29. Grinblatt, Mark & Titman, Sheridan D, 1989. "Mutual Fund Performance: An Analysis of Quarterly Portfolio Holdings," The Journal of Business, University of Chicago Press, vol. 62(3), pages 393-416, July.
    30. Cai, Fang & Zheng, Lu, 2004. "Institutional trading and stock returns," Finance Research Letters, Elsevier, vol. 1(3), pages 178-189, September.
    31. Douglas Foster, F. & Gallagher, David R. & Looi, Adrian, 2011. "Institutional trading and share returns," Journal of Banking & Finance, Elsevier, vol. 35(12), pages 3383-3399.
    32. Iihara, Yoshio & Kato, Hideaki Kiyoshi & Tokunaga, Toshifumi, 2004. "The winner-loser effect in Japanese stock returns," Japan and the World Economy, Elsevier, vol. 16(4), pages 471-485, December.
    33. Simone Brands & Stephen J. Brown & David R. Gallagher, 2005. "Portfolio Concentration and Investment Manager Performance," International Review of Finance, International Review of Finance Ltd., vol. 5(3‐4), pages 149-174, September.
    34. Elton, Edwin J. & Gruber, Martin J. & Blake, Christopher R., 2011. "Holdings Data, Security Returns, and the Selection of Superior Mutual Funds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(2), pages 341-367, April.
    35. Hasbrouck, Joel, 1988. "Trades, quotes, inventories, and information," Journal of Financial Economics, Elsevier, vol. 22(2), pages 229-252, December.
    36. Barclay, Michael J. & Warner, Jerold B., 1993. "Stealth trading and volatility : Which trades move prices?," Journal of Financial Economics, Elsevier, vol. 34(3), pages 281-305, December.
    37. Easley, David & O'Hara, Maureen, 1987. "Price, trade size, and information in securities markets," Journal of Financial Economics, Elsevier, vol. 19(1), pages 69-90, September.
    38. Schultz, Paul, 2010. "Rational Cross-Sectional Differences in Market Efficiency: Evidence from Mutual Fund Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(4), pages 847-881, August.
    39. Sam Wylie, 2005. "Fund Manager Herding: A Test of the Accuracy of Empirical Results Using U.K. Data," The Journal of Business, University of Chicago Press, vol. 78(1), pages 381-403, January.
    40. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    41. Chan, Louis K. C. & Lakonishok, Josef, 1993. "Institutional trades and intraday stock price behavior," Journal of Financial Economics, Elsevier, vol. 33(2), pages 173-199, April.
    42. Cong Chen & Carole Comerton-Forde & David R. Gallagher & Terry S. Walter, 2010. "Investment manager skill in small-cap equities," Australian Journal of Management, Australian School of Business, vol. 35(1), pages 23-49, April.
    43. Elton, Edwin J & Gruber, Martin J & Blake, Christopher R, 1996. "The Persistence of Risk-Adjusted Mutual Fund Performance," The Journal of Business, University of Chicago Press, vol. 69(2), pages 133-157, April.
    44. Eugene F. Fama & Kenneth R. French, 2010. "Luck versus Skill in the Cross‐Section of Mutual Fund Returns," Journal of Finance, American Finance Association, vol. 65(5), pages 1915-1947, October.
    45. Elton, Edwin J. & Gruber, Martin J. & Blake, Christopher R. & Krasny, Yoel & Ozelge, Sadi O., 2010. "The effect of holdings data frequency on conclusions about mutual fund behavior," Journal of Banking & Finance, Elsevier, vol. 34(5), pages 912-922, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Scott Bennett & David R. Gallagher & Graham Harman & Geoffrey J. Warren & Yuki Xi, 2018. "A new perspective on performance persistence: evidence using portfolio holdings," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(1), pages 91-125, March.
    2. Cao, Ying & von Reibnitz, Anna & Warren, Geoffrey J., 2020. "Return dispersion and fund performance: Australia – The land of opportunity?," Pacific-Basin Finance Journal, Elsevier, vol. 60(C).
    3. Zhe Chen & David R. Gallagher & Graham Harman & Geoffrey J. Warren & Lihui Xi, 2020. "How much does tax erode fund excess returns?," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(4), pages 3407-3446, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Scott Bennett & David R. Gallagher & Graham Harman & Geoffrey J. Warren & Yuki Xi, 2018. "A new perspective on performance persistence: evidence using portfolio holdings," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(1), pages 91-125, March.
    2. Russ Wermers & Tong Yao & Jane Zhao, 2012. "Forecasting Stock Returns Through an Efficient Aggregation of Mutual Fund Holdings," The Review of Financial Studies, Society for Financial Studies, vol. 25(12), pages 3490-3529.
    3. Suresh Nallareddy & Maria Ogneva, 2017. "Accrual quality, skill, and the cross-section of mutual fund returns," Review of Accounting Studies, Springer, vol. 22(2), pages 503-542, June.
    4. Elton, Edwin J. & Gruber, Martin J., 2013. "Mutual Funds," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1011-1061, Elsevier.
    5. Lan, Chunhua & Moneta, Fabio & Wermers, Russ, 2018. "Holding Horizon: A New Measure of Active Investment Management," CFR Working Papers 15-06, University of Cologne, Centre for Financial Research (CFR), revised 2018.
    6. Moneta, Fabio, 2015. "Measuring bond mutual fund performance with portfolio characteristics," Journal of Empirical Finance, Elsevier, vol. 33(C), pages 223-242.
    7. Agarwal, Vikas & Mullally, Kevin & Tang, Yuehua & Yang, Baozhong, 2013. "Mandatory portfolio disclosure, stock liquidity, and mutual fund performance," CFR Working Papers 13-04, University of Cologne, Centre for Financial Research (CFR).
    8. Vikas Agarwal & Kevin A. Mullally & Yuehua Tang & Baozhong Yang, 2015. "Mandatory Portfolio Disclosure, Stock Liquidity, and Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 70(6), pages 2733-2776, December.
    9. Agarwal, Vikas & Gay, Gerald D. & Ling, Leng, 2012. "Performance inconsistency in mutual funds: An investigation of window-dressing behavior," CFR Working Papers 11-07 [rev.], University of Cologne, Centre for Financial Research (CFR).
    10. Matallín-Sáez, Juan Carlos & Soler-Domínguez, Amparo & Tortosa-Ausina, Emili, 2016. "On the robustness of persistence in mutual fund performance," The North American Journal of Economics and Finance, Elsevier, vol. 36(C), pages 192-231.
    11. Ľuboš Pástor & Robert F. Stambaugh & Lucian A. Taylor, 2017. "Do Funds Make More When They Trade More?," Journal of Finance, American Finance Association, vol. 72(4), pages 1483-1528, August.
    12. Agarwal, Vikas & Gay, Gerald D. & Ling, Leng, 2013. "Window dressing in mutual funds," CFR Working Papers 11-07 [rev.2], University of Cologne, Centre for Financial Research (CFR).
    13. Ferson, Wayne & Mo, Haitao, 2016. "Performance measurement with selectivity, market and volatility timing," Journal of Financial Economics, Elsevier, vol. 121(1), pages 93-110.
    14. Cai, Yu & Lau, Sie Ting, 2015. "Informed trading around earnings and mutual fund alphas," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 168-180.
    15. Agarwal, Vikas & Gay, Gerald D. & Ling, Leng, 2014. "Window dressing in mutual funds," CFR Working Papers 11-07 [rev.3], University of Cologne, Centre for Financial Research (CFR).
    16. Agarwal, Vikas & Gay, Gerald D. & Ling, Leng, 2011. "Window dressing in mutual funds," CFR Working Papers 11-07, University of Cologne, Centre for Financial Research (CFR).
    17. Bai, John Jianqiu & Tang, Yuehua & Wan, Chi & Yüksel, H. Zafer, 2022. "Fund manager skill in an era of globalization: Offshore concentration and fund performance," Journal of Financial Economics, Elsevier, vol. 145(2), pages 18-40.
    18. Ekholm, Anders G., 2012. "Portfolio returns and manager activity: How to decompose tracking error into security selection and market timing," Journal of Empirical Finance, Elsevier, vol. 19(3), pages 349-358.
    19. Victor DeMiguel & Javier Gil-Bazo & Francisco J. Nogales & André A. P. Santos, 2021. "Can Machine Learning Help to Select Portfolios of Mutual Funds?," Working Papers 1245, Barcelona School of Economics.
    20. Jiang, Hao & Verardo, Michela, 2013. "Does herding behavior reveal skill? An analysis of mutual fund performance," LSE Research Online Documents on Economics 119034, London School of Economics and Political Science, LSE Library.

    More about this item

    Keywords

    Active management; alpha generation; performance evaluation; portfolio holdings; trades;
    All these keywords.

    JEL classification:

    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:sae:ausman:v:41:y:2016:i:1:p:107-140. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: SAGE Publications (email available below). General contact details of provider: http://www.agsm.edu.au .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.